Gráficos

Victor Batista

Mapa por grupos

Mapa por arcos

Análise exploratória

Estatísticas descritivas

  code_muni          name_muni          code_state        abbrev_state      
 Length:1132        Length:1132        Length:1132        Length:1132       
 Class :character   Class :character   Class :character   Class :character  
 Mode  :character   Mode  :character   Mode  :character   Mode  :character  
                                                                            
                                                                            
                                                                            
                                                                            
  name_state        code_region        name_region        fronteira      
 Length:1132        Length:1132        Length:1132        Mode :logical  
 Class :character   Class :character   Class :character   FALSE:544      
 Mode  :character   Mode  :character   Mode  :character   TRUE :588      
                                                                         
                                                                         
                                                                         
                                                                         
  treated           groups             arcos             AREA_TOT        
 Mode :logical   Length:1132        Length:1132        Length:1132       
 FALSE:544       Class :character   Class :character   Class :character  
 TRUE :588       Mode  :character   Mode  :character   Mode  :character  
                                                                         
                                                                         
                                                                         
                                                                         
   AREA_INT           PORC_INT         CID_GEMEA       FAIXA_SEDE     
 Length:1132        Length:1132        Mode :logical   Mode :logical  
 Class :character   Class :character   FALSE:555       FALSE:77       
 Mode  :character   Mode  :character   TRUE :33        TRUE :511      
                                       NA's :544       NA's :544      
                                                                      
                                                                      
                                                                      
 Argentina        Bolivia         Colombia       French_Guiana  
 Mode :logical   Mode :logical   Mode :logical   Mode :logical  
 FALSE:1099      FALSE:1112      FALSE:1130      FALSE:1130     
 TRUE :33        TRUE :20        TRUE :2         TRUE :2        
                                                                
                                                                
                                                                
                                                                
   Guyana         Suriname        Paraguay          Peru        
 Mode :logical   Mode :logical   Mode :logical   Mode :logical  
 FALSE:1126      FALSE:1128      FALSE:1112      FALSE:1120     
 TRUE :6         TRUE :4         TRUE :20        TRUE :12       
                                                                
                                                                
                                                                
                                                                
  Uruguay        Venezuela       Taxa_de_analfabetismo
 Mode :logical   Mode :logical   Min.   : 0.900       
 FALSE:1120      FALSE:1124      1st Qu.: 6.000       
 TRUE :12        TRUE :8         Median : 9.100       
                                 Mean   : 9.901       
                                 3rd Qu.:12.200       
                                 Max.   :40.200       
                                 NA's   :1            
 Taxa_de_desemprego_16a_e+      Gini        PIB_per_capita  
 Min.   : 0.100            Min.   :0.2947   Min.   :  3129  
 1st Qu.: 2.090            1st Qu.:0.4442   1st Qu.: 10556  
 Median : 3.820            Median :0.4883   Median : 13964  
 Mean   : 4.102            Mean   :0.4952   Mean   : 16374  
 3rd Qu.: 5.645            3rd Qu.:0.5387   3rd Qu.: 18872  
 Max.   :27.760            Max.   :0.8082   Max.   :220358  
 NA's   :1                 NA's   :1        NA's   :1       
 %_população_com_renda_<_1/4_SM Taxa_de_trabalho_infantil
 Min.   : 0.07                  Min.   : 0.280           
 1st Qu.: 5.33                  1st Qu.: 9.365           
 Median : 9.86                  Median :14.470           
 Mean   :13.86                  Mean   :17.226           
 3rd Qu.:17.62                  3rd Qu.:22.135           
 Max.   :77.91                  Max.   :72.090           
 NA's   :1                      NA's   :1                
 Porcentagem_Homens_Jovens   valor-2010       valor-2011       valor-2012    
 Min.   : 7.88             Min.   :  0.00   Min.   :  0.00   Min.   :  0.00  
 1st Qu.:11.54             1st Qu.:  0.00   1st Qu.:  0.00   1st Qu.:  0.00  
 Median :12.43             Median : 10.15   Median :  9.14   Median : 10.88  
 Mean   :12.48             Mean   : 15.53   Mean   : 14.09   Mean   : 16.09  
 3rd Qu.:13.32             3rd Qu.: 24.97   3rd Qu.: 22.91   3rd Qu.: 25.44  
 Max.   :26.72             Max.   :147.36   Max.   :111.06   Max.   :132.02  
 NA's   :1                 NA's   :1        NA's   :1        NA's   :1       
   valor-2013       valor-2014       valor-2015       valor-2016    
 Min.   :  0.00   Min.   :  0.00   Min.   :  0.00   Min.   :  0.00  
 1st Qu.:  0.00   1st Qu.:  0.00   1st Qu.:  0.00   1st Qu.:  0.00  
 Median : 11.70   Median : 11.75   Median : 11.85   Median : 13.22  
 Mean   : 15.92   Mean   : 16.45   Mean   : 16.47   Mean   : 18.23  
 3rd Qu.: 24.92   3rd Qu.: 27.14   3rd Qu.: 25.67   3rd Qu.: 28.63  
 Max.   :183.72   Max.   :153.89   Max.   :137.13   Max.   :155.08  
 NA's   :1        NA's   :1        NA's   :1        NA's   :1       
   valor-2017       valor-2018       valor-2019       populacao      
 Min.   :  0.00   Min.   :  0.00   Min.   :  0.00   Min.   :   1034  
 1st Qu.:  0.00   1st Qu.:  0.00   1st Qu.:  0.00   1st Qu.:   3781  
 Median : 14.57   Median : 12.38   Median : 10.86   Median :   7593  
 Mean   : 19.56   Mean   : 16.87   Mean   : 15.47   Mean   :  22568  
 3rd Qu.: 30.12   3rd Qu.: 25.48   3rd Qu.: 23.98   3rd Qu.:  18331  
 Max.   :222.00   Max.   :211.02   Max.   :176.68   Max.   :1483771  
 NA's   :1        NA's   :1        NA's   :1        NA's   :3        
 feminicidio_pc    hom_doloso_pc         lesao_pc          mandado_pc     
 Min.   :  0.000   Min.   :   0.000   Min.   :  0.0000   Min.   :   0.00  
 1st Qu.:  0.000   1st Qu.:   0.000   1st Qu.:  0.0000   1st Qu.:   0.00  
 Median :  0.000   Median :   6.009   Median :  0.0000   Median :  21.07  
 Mean   :  1.379   Mean   :  31.656   Mean   :  0.9034   Mean   :  98.52  
 3rd Qu.:  0.000   3rd Qu.:  22.696   3rd Qu.:  0.0000   3rd Qu.: 118.16  
 Max.   :101.695   Max.   :8203.390   Max.   :169.4915   Max.   :1285.44  
 NA's   :3         NA's   :3          NA's   :3          NA's   :3        
  transito_pc       esclarecer_pc      latrocinio_pc     tentativa_hom_pc  
 Min.   :   0.000   Min.   :    0.00   Min.   :  0.000   Min.   :   0.000  
 1st Qu.:   0.000   1st Qu.:    0.00   1st Qu.:  0.000   1st Qu.:   0.000  
 Median :   3.163   Median :    0.00   Median :  0.000   Median :   2.263  
 Mean   :  20.134   Mean   :   58.39   Mean   :  1.661   Mean   :  26.758  
 3rd Qu.:  19.384   3rd Qu.:   18.22   3rd Qu.:  0.000   3rd Qu.:  30.007  
 Max.   :2474.576   Max.   :36508.47   Max.   :305.085   Max.   :4677.966  
 NA's   :3          NA's   :3          NA's   :3         NA's   :3         
            geom     
 MULTIPOLYGON :1132  
 epsg:4326    :   0  
 +proj=long...:   0  
                     
                     
                     
                     

Distribuição

Analfabetismo

Analfabetismo

Gini

Desemprego

Homicídios

   valor-2010       valor-2011       valor-2012       valor-2013    
 Min.   :  0.00   Min.   :  0.00   Min.   :  0.00   Min.   :  0.00  
 1st Qu.:  0.00   1st Qu.:  0.00   1st Qu.:  0.00   1st Qu.:  0.00  
 Median : 10.15   Median :  9.14   Median : 10.88   Median : 11.70  
 Mean   : 15.53   Mean   : 14.09   Mean   : 16.09   Mean   : 15.92  
 3rd Qu.: 24.97   3rd Qu.: 22.91   3rd Qu.: 25.44   3rd Qu.: 24.92  
 Max.   :147.36   Max.   :111.06   Max.   :132.02   Max.   :183.72  
 NA's   :1        NA's   :1        NA's   :1        NA's   :1       
   valor-2014       valor-2015       valor-2016       valor-2017    
 Min.   :  0.00   Min.   :  0.00   Min.   :  0.00   Min.   :  0.00  
 1st Qu.:  0.00   1st Qu.:  0.00   1st Qu.:  0.00   1st Qu.:  0.00  
 Median : 11.75   Median : 11.85   Median : 13.22   Median : 14.57  
 Mean   : 16.45   Mean   : 16.47   Mean   : 18.23   Mean   : 19.56  
 3rd Qu.: 27.14   3rd Qu.: 25.67   3rd Qu.: 28.63   3rd Qu.: 30.12  
 Max.   :153.89   Max.   :137.13   Max.   :155.08   Max.   :222.00  
 NA's   :1        NA's   :1        NA's   :1        NA's   :1       
   valor-2018       valor-2019                geom     
 Min.   :  0.00   Min.   :  0.00   MULTIPOLYGON :1132  
 1st Qu.:  0.00   1st Qu.:  0.00   epsg:4326    :   0  
 Median : 12.38   Median : 10.86   +proj=long...:   0  
 Mean   : 16.87   Mean   : 15.47                       
 3rd Qu.: 25.48   3rd Qu.: 23.98                       
 Max.   :211.02   Max.   :176.68                       
 NA's   :1        NA's   :1                            

Homicídios

Homicídios

Homicídios

Outros crimes

Outros crimes

Feminicídios

Homicídio doloso

Lesão seguida de morte

Mandados de prisão

Mortes no trânsito

Mortes a esclarecer

Latrocínio

Tentativa de homicídio

Outras variáveis da base do Ministério (estadual)

  • Apreensão de Cocaína

  • Apreensão de Maconha

  • Arma de Fogo Apreendida

  • Furto de veículo

  • Roubo a instituição financeira

  • Roubo de carga

  • Roubo de veículo

  • Tráfico de drogas

Regressões: Homicídios X grupos


================================================================================================
                                                      Dependent variable:                       
                                ----------------------------------------------------------------
                                `valor-2010` `valor-2011` `valor-2012` `valor-2013` `valor-2014`
                                    (1)          (2)          (3)          (4)          (5)     
------------------------------------------------------------------------------------------------
treated                            1.316        -0.639      2.585**       1.399        1.278    
                                  (1.113)      (1.029)      (1.149)      (1.176)      (1.133)   
                                                                                                
Constant                         14.846***    14.421***    14.746***    15.193***    15.781***  
                                  (0.803)      (0.742)      (0.828)      (0.848)      (0.817)   
                                                                                                
------------------------------------------------------------------------------------------------
Observations                       1,131        1,131        1,131        1,131        1,131    
R2                                 0.001        0.0003       0.004        0.001        0.001    
Adjusted R2                        0.0004       -0.001       0.004        0.0004       0.0002   
Residual Std. Error (df = 1129)    18.701       17.287       19.303       19.762       19.034   
F Statistic (df = 1; 1129)         1.398        0.386       5.064**       1.415        1.272    
================================================================================================
Note:                                                                *p<0.1; **p<0.05; ***p<0.01

Outros crimes X grupos


================================================================================
                                              Dependent variable:               
                                ------------------------------------------------
                                feminicidio_pc hom_doloso_pc lesao_pc mandado_pc
                                     (1)            (2)        (3)       (4)    
--------------------------------------------------------------------------------
treated                            -0.676*       -29.496*    -0.728*    3.194   
                                   (0.389)       (15.680)    (0.413)   (10.356) 
                                                                                
Constant                           1.731***      47.017***   1.283*** 96.853*** 
                                   (0.281)       (11.316)    (0.298)   (7.474)  
                                                                                
--------------------------------------------------------------------------------
Observations                        1,129          1,129      1,129     1,129   
R2                                  0.003          0.003      0.003     0.0001  
Adjusted R2                         0.002          0.002      0.002     -0.001  
Residual Std. Error (df = 1127)     6.531         263.202     6.925    173.833  
F Statistic (df = 1; 1127)          3.018*        3.539*      3.115*    0.095   
================================================================================
Note:                                                *p<0.1; **p<0.05; ***p<0.01

Outros crimes X grupos


========================================================================================
                                                  Dependent variable:                   
                                --------------------------------------------------------
                                transito_pc esclarecer_pc latrocinio_pc tentativa_hom_pc
                                    (1)          (2)           (3)            (4)       
----------------------------------------------------------------------------------------
treated                          -12.133**     -92.666      -1.463**        -15.081     
                                  (5.148)     (65.264)       (0.676)        (9.800)     
                                                                                        
Constant                         26.453***    106.648**     2.423***       34.612***    
                                  (3.715)     (47.100)       (0.488)        (7.073)     
                                                                                        
----------------------------------------------------------------------------------------
Observations                       1,129        1,129         1,129          1,129      
R2                                 0.005        0.002         0.004          0.002      
Adjusted R2                        0.004        0.001         0.003          0.001      
Residual Std. Error (df = 1127)   86.418      1,095.509      11.345         164.503     
F Statistic (df = 1; 1127)        5.554**       2.016        4.685**         2.368      
========================================================================================
Note:                                                        *p<0.1; **p<0.05; ***p<0.01

Outros crimes X grupos e arcos


================================================================================
                                              Dependent variable:               
                                ------------------------------------------------
                                feminicidio_pc hom_doloso_pc lesao_pc mandado_pc
                                     (1)            (2)        (3)       (4)    
--------------------------------------------------------------------------------
treated                             -0.058        -5.012      0.227     22.171  
                                   (1.004)       (40.537)    (1.066)   (26.129) 
                                                                                
arcosArco Norte                     -0.249        -7.537      0.580    -50.960  
                                   (1.593)       (64.331)    (1.692)   (41.465) 
                                                                                
arcosArco Sul                       1.326         30.061      1.039    -24.504  
                                   (0.825)       (33.324)    (0.877)   (21.479) 
                                                                                
treatedTRUE:arcosArco Norte         0.273          5.654      -0.722    9.725   
                                   (1.895)       (76.488)    (2.012)   (49.301) 
                                                                                
treatedTRUE:arcosArco Sul           -0.741        -31.281     -1.171   -18.572  
                                   (1.100)       (44.421)    (1.169)   (28.632) 
                                                                                
Constant                            0.695         23.622      0.437   113.337***
                                   (0.763)       (30.796)    (0.810)   (19.850) 
                                                                                
--------------------------------------------------------------------------------
Observations                        1,117          1,117      1,117     1,117   
R2                                  0.007          0.004      0.004     0.007   
Adjusted R2                         0.002         -0.0002    -0.0002    0.003   
Residual Std. Error (df = 1111)     6.562         264.918     6.969    170.755  
F Statistic (df = 5; 1111)          1.549          0.963      0.953     1.595   
================================================================================
Note:                                                *p<0.1; **p<0.05; ***p<0.01

Outros crimes X grupos e arcos


========================================================================================
                                                  Dependent variable:                   
                                --------------------------------------------------------
                                transito_pc esclarecer_pc latrocinio_pc tentativa_hom_pc
                                    (1)          (2)           (3)            (4)       
----------------------------------------------------------------------------------------
treated                           -4.478        2.060        -0.290          -5.899     
                                 (13.291)     (168.761)      (1.746)        (25.335)    
                                                                                        
arcosArco Norte                   -10.497      -16.919       -0.132         -25.355     
                                 (21.092)     (267.816)      (2.771)        (40.205)    
                                                                                        
arcosArco Sul                     13.895       111.848        1.856          -0.623     
                                 (10.926)     (138.731)      (1.435)        (20.827)    
                                                                                        
treatedTRUE:arcosArco Norte        6.614       -1.891         0.799          5.252      
                                 (25.078)     (318.429)      (3.295)        (47.803)    
                                                                                        
treatedTRUE:arcosArco Sul         -9.134      -117.413       -1.555         -12.085     
                                 (14.564)     (184.930)      (1.913)        (27.762)    
                                                                                        
Constant                          15.870       18.085         0.957         36.823*     
                                 (10.097)     (128.207)      (1.327)        (19.247)    
                                                                                        
----------------------------------------------------------------------------------------
Observations                       1,117        1,117         1,117          1,117      
R2                                 0.008        0.003         0.006          0.003      
Adjusted R2                        0.004       -0.002         0.002          -0.001     
Residual Std. Error (df = 1111)   86.858      1,102.880      11.412         165.566     
F Statistic (df = 5; 1111)        1.899*        0.589         1.434          0.737      
========================================================================================
Note:                                                        *p<0.1; **p<0.05; ***p<0.01